Distributed load forecasting using smart meter data: Federated learning with Recurrent Neural Networks

International Journal of Electrical Power & Energy Systems ◽

10.1016/j.ijepes.2021.107669 ◽

2021 ◽

pp. 107669

Author(s):

Mohammad Navid Fekri ◽

Katarina Grolinger ◽

Syed Mir

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Smart Meter ◽

Distributed Load

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Recurrent neural networks and load forecasting

Proceedings of the First International Forum on Applications of Neural Networks to Power Systems ◽

10.1109/ann.1991.213491 ◽

2002 ◽

Cited By ~ 10

Author(s):

J.T. Connor ◽

L.E. Atlas ◽

D. Martin

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting

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Combining auto-regression with exogenous variables in sequence-to-sequence recurrent neural networks for short-term load forecasting

2018 IEEE 16th International Conference on Industrial Informatics (INDIN) ◽

10.1109/indin.2018.8471953 ◽

2018 ◽

Author(s):

Henning Wilms ◽

Marco Cupelli ◽

Antonello Monti

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Short Term ◽

Exogenous Variables ◽

Short Term Load Forecasting ◽

Auto Regression

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Recurrent Neural Networks for Short-Term Load Forecasting

10.1007/978-3-319-70338-1 ◽

2017 ◽

Cited By ~ 34

Author(s):

Filippo Maria Bianchi ◽

Enrico Maiorino ◽

Michael C. Kampffmeyer ◽

Antonello Rizzi ◽

Robert Jenssen

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Short Term ◽

Short Term Load Forecasting

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Deep Learning for Load Forecasting: Sequence to Sequence Recurrent Neural Networks With Attention

IEEE Access ◽

10.1109/access.2020.2975738 ◽

2020 ◽

Vol 8 ◽

pp. 36411-36426 ◽

Cited By ~ 6

Author(s):

Ljubisa Sehovac ◽

Katarina Grolinger

Keyword(s):

Neural Networks ◽

Deep Learning ◽

Recurrent Neural Networks ◽

Load Forecasting

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Very short-term load forecasting based on NARX recurrent neural networks

2014 IEEE PES General Meeting | Conference & Exposition ◽

10.1109/pesgm.2014.6939012 ◽

2014 ◽

Cited By ~ 1

Author(s):

Luciano Carli M. de Andrade ◽

Mario Oleskovicz ◽

Athila Quaresma Santos ◽

Denis Vinicius Coury ◽

Ricardo Augusto Souza Fernandes

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Short Term ◽

Short Term Load Forecasting

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Very Short Term Load Forecasting Using Cartesian Genetic Programming Evolved Recurrent Neural Networks (CGPRNN)

2013 12th International Conference on Machine Learning and Applications ◽

10.1109/icmla.2013.181 ◽

2013 ◽

Cited By ~ 11

Author(s):

Gul Muhammad Khan ◽

Faheem Zafari ◽

S. Ali Mahmud

Keyword(s):

Neural Networks ◽

Genetic Programming ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Cartesian Genetic Programming ◽

Short Term ◽

Short Term Load Forecasting

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Robust short-term electrical load forecasting framework for commercial buildings using deep recurrent neural networks

Applied Energy ◽

10.1016/j.apenergy.2020.115410 ◽

2020 ◽

Vol 278 ◽

pp. 115410 ◽

Cited By ~ 6

Author(s):

Gopal Chitalia ◽

Manisa Pipattanasomporn ◽

Vishal Garg ◽

Saifur Rahman

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Commercial Buildings ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting

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Day-ahead residential load forecasting with artificial neural networks using smart meter data

2013 IEEE Grenoble Conference ◽

10.1109/ptc.2013.6652093 ◽

2013 ◽

Cited By ~ 13

Author(s):

B. Asare-Bediako ◽

W. L. Kling ◽

P. F. Ribeiro

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Load Forecasting ◽

Smart Meter ◽

Artificial Neural

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Electrical load forecasting using fast learning recurrent neural networks

The 2013 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2013.6706998 ◽

2013 ◽

Cited By ~ 5

Author(s):

Gul Muhammad Khan ◽

Atif Rashid Khattak ◽

Faheem Zafari ◽

Sahibzada Ali Mahmud

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Electrical Load ◽

Fast Learning ◽

Electrical Load Forecasting

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Effective load forecasting for large power consuming industrial customers using long short-term memory recurrent neural networks

Journal of Intelligent & Fuzzy Systems ◽

10.3233/jifs-190658 ◽

2019 ◽

Vol 37 (6) ◽

pp. 8219-8235 ◽

Cited By ~ 1

Author(s):

Sibonelo Motepe ◽

Ali N. Hasan ◽

Bhekisipho Twala ◽

Riaan Stopforth

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Short Term Memory ◽

Load Forecasting ◽

Short Term ◽

Large Power ◽

Term Memory ◽

Long Short Term Memory

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